Kun Cai

Chance-constrained model predictive control with online gaussian process learning reduces battery degradation in vehicle-to-grid service

Vehicle-to-grid (V2G) duty cycles are noisy and high-rate, and the capacity fade they cause is poorly described by the empirical, fixed-parameter degradation laws built into today’s model predictive control (MPC) battery managers. The controller sees a single number where it shou...